{"id":"W2606348439","doi":"10.1119/1.4978035","title":"Transforming physics educator identities: TAs help TAs become teaching professionals","year":2017,"lang":"en","type":"article","venue":"American Journal of Physics","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Identity (music); Context (archaeology); Professional development; Perspective (graphical); Pedagogy; Intervention (counseling); Community of practice; Identification (biology); Physics education; Physics; Mathematics education; Engineering ethics; Psychology; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00101152,0.0001457316,0.0003721141,0.0000431411,0.001685207,0.0002323675,0.0006626624,0.00002875423,0.00005076609],"category_scores_gemma":[0.0003153063,0.0001295793,0.0002211332,0.0001047706,0.0009547858,0.0010394,0.00003306861,0.0005352016,0.00001993091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474534,"about_ca_system_score_gemma":0.0007442679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006704179,"about_ca_topic_score_gemma":0.0000620533,"domain_scores_codex":[0.9983187,0.0002963654,0.0003330103,0.0001326004,0.0005779356,0.0003413454],"domain_scores_gemma":[0.998117,0.0001829582,0.001064535,0.0002265453,0.0002221396,0.0001868642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001952428,0.000533352,0.02227377,0.00002697174,0.0002188246,0.000003754961,0.6303946,0.000005282476,0.0001805939,0.02733729,0.006404286,0.3126017],"study_design_scores_gemma":[0.0003447219,0.0001588475,0.006749127,0.0002402727,0.0001025746,0.000004699684,0.9444937,0.000002024859,0.0003653221,0.01043817,0.03677809,0.0003224241],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203455,0.0003518968,0.003125678,0.06461582,0.003113086,0.0002354605,0.00001064589,0.00004032452,0.008161526],"genre_scores_gemma":[0.9931144,0.00008715963,0.000913005,0.0005851487,0.004063625,0.000005636548,9.446932e-7,0.00001893146,0.001211172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140991,"threshold_uncertainty_score":0.9996145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09374696722528912,"score_gpt":0.4380360754937866,"score_spread":0.3442891082684975,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}